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Super Limited Time Offer: A US-Built Flagship Web Application at 30% Off
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Super Limited Time Offer: A US-Built Flagship Web Application at 30% Off

For a super limited time, claim our entire US-built flagship web application bundle at 30% off — fully custom, cybersecure, and optimized across {{AUDITOR_METRICS}}+ metrics. Financial analysis shows a 92.5% saving versus a top-rated US agency.

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A curated, real-time feed across SEO, AIO/GEO/AEO, content marketing, link building, custom web application development, PPC, social media, email marketing, business consulting, AI, and venture capital — blended with our own case studies and white papers.

Reflection AI's Beam: How a 501B MoE Model Learns to Think in Fewer Tokens
Web Application Ideas
DEV Community

Reflection AI's Beam: How a 501B MoE Model Learns to Think in Fewer Tokens

Reflection AI's Beam: How a 501B MoE Model Learns to Think in Fewer Tokens When most open-weight model releases compete on raw benchmark scores, Reflection AI took a different angle with Beam: instead of asking "how capable can we make this model?", they asked "how much reasoning compute does a correct answer actually require?" The result is a 501-billion-parameter sparse Mixture-of-Experts model that achieves frontier-level coding and agentic performance while using roughly 3–4× fewer inference

2h agoPrabhakar Chaudhary
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Stop Calling an LLM for Every Ticket: Compile the Decision Once, Then Run It Locally
Web Application Ideas
DEV Community

Stop Calling an LLM for Every Ticket: Compile the Decision Once, Then Run It Locally

A support queue gets a few thousand new tickets a day. Most need one of three destinations: billing, engineering, or account support. The usual AI implementation sends each ticket to a hosted model, asks for a category, parses the answer, then repeats the process for the next ticket. That is a reasonable first prototype. It can become an expensive and difficult-to-audit production path when the decision space is small, the same instructions repeat, and every output must fit a strict schema. A di

2h agojamilxt
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Injection Defense: Seven Notes on Settling Security Debt
Web Application Ideas
DEV Community

Injection Defense: Seven Notes on Settling Security Debt

Injection Defense: Seven Notes on Settling the Security Debt Source version of CodeSmith: v0.5.0 (commit 3a74c82f). All paths are relative to the repo root; line numbers refer to this version. This installment books seven accounts on CodeSmith's security face: honest sandbox reporting, fail-closed behavior, compound-command segmentation, path-traversal guards, trust boundaries, poison-lock tolerance, and atomic writes plus release-chain pinning. The seven accounts come from no external audit — t

2h agoDogeKing
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[Boost]
Web Application Ideas
DEV Community

[Boost]

How I Built a Receipt Scanning PWA for French Freelancers (and What I Learned) Dicpii Oct 19 #webdev #react #pwa #buildinpublic 1 reaction comment 4 min read

2h agoDicpii
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Business Consulting
Forbes Business

Messi, Ronaldo And The Power Of Future Earnings

For two decades, the two soccer stars have dominated conversations about greatness. What does the future hold for both players post-retirement?

2h agoClemente Lisi, Contributor
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Deleting the option instead of defaulting it off
Web Application Ideas
DEV Community

Deleting the option instead of defaulting it off

We built a headless browser worker that renders our own pages for screenshots and link checks. Here is the design decision I keep coming back to. interface ContextOptions { viewport: { width: number; height: number }; userAgent: string; proxy?: ProxyConfig; // defaults to none credentials?: Credentials; // defaults to none } This is fine, and it is what most libraries do. The proxy is off unless you set it. The credentials are absent unless you supply them. A configuration option that must never

2h agoGoqa Ai
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A pragmatic accessibility checklist for teams with no a11y specialist
Web Application Ideas
DEV Community

A pragmatic accessibility checklist for teams with no a11y specialist

WCAG 2.2 has 87 success criteria. If you are a four-person team shipping weekly, you are not going to work through 87 of anything. Here is the subset that catches most real harm, ordered by how often it goes wrong. Put the mouse away. Tab through a complete user journey. You are checking three things: can you reach every control, can you see which one has focus, and can you get out of everything you get into. A modal you can tab into but not out of is a trap, and it is common. The usual cause is

2h agoGoqa Ai
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Data Autopsy: Finding What's Wrong With Your Dataset Before It Breaks Your ML Model
Web Application Ideas
DEV Community

Data Autopsy: Finding What's Wrong With Your Dataset Before It Breaks Your ML Model

The Problem: A Dataset Can Look Fine and Still Be Dangerous Most machine learning workflows start with a familiar routine: load a dataset, inspect a few rows, check its shape, handle missing values, and start training a model. That workflow is fine for getting started, but it can leave behind problems that are not immediately obvious. A dataset might contain duplicate records that distort its distribution. A numerical column might contain extreme values that deserve investigation. A categorical

2h agoDaksh Srivastava
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Duplicate verification webhooks: deduplicate before you grant anything
Web Application Ideas
DEV Community

Duplicate verification webhooks: deduplicate before you grant anything

A public question asks how to stop a Laravel app from processing the same webhook event twice. We cannot see that application, do not represent its author, and do not claim to fix any platform. The adjacent problem in identity onboarding is concrete, though. A provider retries a callback, your handler runs twice, and a permission is granted twice or a later correction is overwritten. Your decision is where the deduplication guarantee lives: in a queue, in a cache, or in the same database transac

2h agomurray wang
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75% More Requests, Same GPUs: Why LLM Serving Runs on Two Machines Now
Web Application Ideas
DEV Community

75% More Requests, Same GPUs: Why LLM Serving Runs on Two Machines Now

October 19, 2026 — AI infrastructure / LLM inference serving On October 2, Prime Intellect launched Prime Inference, a serving platform for open models running on GB200 NVL72 racks. The stack is all open source — NVIDIA Dynamo, vLLM, Mooncake, FlashInfer — and it processed nearly a trillion tokens a day before launch. The headline engineering number: nearly 40% lower p90 inter-token latency, achieved by running prefill and decode on separate GPU pools. The idea is two years old. Splitwise made t

2h agoDaniel Sam Pete Thiyagu
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Build your test distribution from your incidents, not from a diagram
Web Application Ideas
DEV Community

Build your test distribution from your incidents, not from a diagram

The test pyramid — many unit tests, fewer integration tests, few end-to-end tests — is quoted as though the ratios were derived from something. They were not. It is a heuristic about cost and speed, and it is a reasonable default. But it is a default, and most teams never check it against their own evidence. Open your last twenty incidents, bugs, or hotfixes. For each one, answer a single question: what kind of test would have caught this before it shipped? Categorise honestly: A unit test — log

2h agoGoqa Ai
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Make CRM Data a Side Effect of the Work, Not a Chore Next to It
Web Application Ideas
DEV Community

Make CRM Data a Side Effect of the Work, Not a Chore Next to It

If you've ever built or administered a CRM, you've probably seen the dashboard that looks great for two weeks and quietly turns into fiction by week three. The usual diagnosis is people: the reps won't log their calls, ops forgets to move the deal stage, marketing assumes someone else will enter the lead. I think that diagnosis is wrong, and it leads teams to the wrong fix. The data dies because of where the system sits, not because of who uses it. I'm Justin Pennington, founder of Infraxio, bas

2h agoJustin Pennington
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AI Made Coding Faster. Now Teams Are Cutting the Process That Catches Risky Changes
Web Application Ideas
DEV Community

AI Made Coding Faster. Now Teams Are Cutting the Process That Catches Risky Changes

There's a piece of advice I've been seeing a lot lately...reduce friction, protect your engineers' focus, make the common path the easy path, and cut the unnecessary approvals, tickets, and handoffs. And honestly, I think most of that is good advice. A lot of engineers end up as part-time administrators. They fight with environment setup, hunt for the right doc, and chase a permission across four different teams before they can even start on the actual problem. That stuff should go, no argument

2h agoJake Lundberg
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Business Consulting
Forbes Business

‘Slow Horses’ Season 6, Episode 6 Release Time: Here’s When The Season Finale Comes Out On Apple TV

he Slow Horses Season 6 finale, “Judgment Day,” arrives on Apple TV this week. Here's the Episode 6 release time, schedule and what to expect.

2h agoErik Kain, Senior Contributor
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Business Consulting
Forbes Business

Who’s On Fhtagn? Abbott And Costello’s Monstrous Run-Ins Continue With New Comic Series

In James Aquilone's 'Abbott & Costello Meet the Monsters,' the iconic comedy duo cross paths with Cthulhu, Carl Kolchak, and H.G. Wells' Morlocks.

2h agoJosh Weiss, Contributor
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Business Consulting
Forbes Business

‘Ludwig’ Exclusive Clip: David Mitchell Uses A Gear Puzzle To Untangle A Murder Mystery

Watch an exclusive clip from Ludwig Season 2 as David Mitchell's brilliant detective uses a gear puzzle and a traditional dance to unravel a murder mystery.

2h agoErik Kain, Senior Contributor
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Business Consulting
Forbes Business

‘VisionQuest’ Episodes 3 And 4 Release Date: Here’s When The Next Two Episodes Stream On Disney+

VisionQuest Episodes 3 and 4 arrive this week on Disney+. Here's the exact release time, episode titles, full schedule and a preview of what's to come.

2h agoErik Kain, Senior Contributor
Read Article
Business Consulting
Forbes Business

X Doles Out $5 Welcome Gift For X Money Feature—But Users Are Skeptical

Users are required to share personal information in order to receive the money and use X Money, a financial payments platform integrated with X, the app formerly known as Twitter.

2h agoAntonio Pequeño IV, Forbes Staff
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Brands Pulled Back From the Metaverse. E.l.f. Cosmetics Found a Generation Still Living There
Business Consulting
Inc.

Brands Pulled Back From the Metaverse. E.l.f. Cosmetics Found a Generation Still Living There

The beauty brand recently announced a collaboration with a social virtual world. The move comes after other companies shifted away from such platforms.

2h agoChloe Rosenberg
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Walton Goggins’s Brutally Honest Advice for Entrepreneurs? You Don’t Need to Be the Face of Your Brand
Business Consulting
Inc.

Walton Goggins’s Brutally Honest Advice for Entrepreneurs? You Don’t Need to Be the Face of Your Brand

The actor and entrepreneur shares why founders should stop stressing about becoming content creators and focus on what their business actually stands for.

2h agoMichael Kaye
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